Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 178 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 18.2 KiB |
| Average record size in memory | 104.7 B |
Variable types
| Numeric | 13 |
|---|
Alcohol is highly overall correlated with Color_Intensity and 1 other fields | High correlation |
Color_Intensity is highly overall correlated with Alcohol | High correlation |
Flavanoids is highly overall correlated with Hue and 4 other fields | High correlation |
Hue is highly overall correlated with Flavanoids and 1 other fields | High correlation |
Magnesium is highly overall correlated with Proline | High correlation |
Malic_Acid is highly overall correlated with Hue | High correlation |
Nonflavanoid_Phenols is highly overall correlated with Flavanoids | High correlation |
OD280 is highly overall correlated with Flavanoids and 2 other fields | High correlation |
Proanthocyanins is highly overall correlated with Flavanoids and 2 other fields | High correlation |
Proline is highly overall correlated with Alcohol and 1 other fields | High correlation |
Total_Phenols is highly overall correlated with Flavanoids and 2 other fields | High correlation |
Reproduction
| Analysis started | 2024-01-30 04:13:28.823523 |
|---|---|
| Analysis finished | 2024-01-30 04:13:50.843422 |
| Duration | 22.02 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
Alcohol
Real number (ℝ)
HIGH CORRELATION
| Distinct | 126 |
|---|---|
| Distinct (%) | 70.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.000618 |
| Minimum | 11.03 |
|---|---|
| Maximum | 14.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 11.03 |
|---|---|
| 5-th percentile | 11.6585 |
| Q1 | 12.3625 |
| median | 13.05 |
| Q3 | 13.6775 |
| 95-th percentile | 14.2215 |
| Maximum | 14.83 |
| Range | 3.8 |
| Interquartile range (IQR) | 1.315 |
Descriptive statistics
| Standard deviation | 0.81182654 |
|---|---|
| Coefficient of variation (CV) | 0.062445227 |
| Kurtosis | -0.85249957 |
| Mean | 13.000618 |
| Median Absolute Deviation (MAD) | 0.68 |
| Skewness | -0.051482331 |
| Sum | 2314.11 |
| Variance | 0.65906233 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.05 | 6 | 3.4% |
| 12.37 | 6 | 3.4% |
| 12.08 | 5 | 2.8% |
| 12.29 | 4 | 2.2% |
| 12.42 | 3 | 1.7% |
| 12.25 | 3 | 1.7% |
| 12 | 3 | 1.7% |
| 12.33 | 2 | 1.1% |
| 13.17 | 2 | 1.1% |
| 13.73 | 2 | 1.1% |
| Other values (116) | 142 |
| Value | Count | Frequency (%) |
| 11.03 | 1 | |
| 11.41 | 1 | |
| 11.45 | 1 | |
| 11.46 | 1 | |
| 11.56 | 1 | |
| 11.61 | 1 | |
| 11.62 | 1 | |
| 11.64 | 1 | |
| 11.65 | 1 | |
| 11.66 | 1 |
| Value | Count | Frequency (%) |
| 14.83 | 1 | |
| 14.75 | 1 | |
| 14.39 | 1 | |
| 14.38 | 2 | |
| 14.37 | 1 | |
| 14.34 | 1 | |
| 14.3 | 1 | |
| 14.23 | 1 | |
| 14.22 | 2 | |
| 14.21 | 1 |
Malic_Acid
Real number (ℝ)
HIGH CORRELATION
| Distinct | 133 |
|---|---|
| Distinct (%) | 74.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3363483 |
| Minimum | 0.74 |
|---|---|
| Maximum | 5.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 0.74 |
|---|---|
| 5-th percentile | 1.061 |
| Q1 | 1.6025 |
| median | 1.865 |
| Q3 | 3.0825 |
| 95-th percentile | 4.4555 |
| Maximum | 5.8 |
| Range | 5.06 |
| Interquartile range (IQR) | 1.48 |
Descriptive statistics
| Standard deviation | 1.1171461 |
|---|---|
| Coefficient of variation (CV) | 0.47815905 |
| Kurtosis | 0.29920668 |
| Mean | 2.3363483 |
| Median Absolute Deviation (MAD) | 0.52 |
| Skewness | 1.0396512 |
| Sum | 415.87 |
| Variance | 1.2480154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.73 | 7 | 3.9% |
| 1.67 | 4 | 2.2% |
| 1.81 | 4 | 2.2% |
| 1.68 | 3 | 1.7% |
| 1.61 | 3 | 1.7% |
| 1.51 | 3 | 1.7% |
| 1.9 | 3 | 1.7% |
| 1.35 | 3 | 1.7% |
| 1.53 | 3 | 1.7% |
| 1.65 | 2 | 1.1% |
| Other values (123) | 143 |
| Value | Count | Frequency (%) |
| 0.74 | 1 | |
| 0.89 | 1 | |
| 0.9 | 1 | |
| 0.92 | 1 | |
| 0.94 | 2 | |
| 0.98 | 1 | |
| 0.99 | 1 | |
| 1.01 | 1 | |
| 1.07 | 1 | |
| 1.09 | 1 |
| Value | Count | Frequency (%) |
| 5.8 | 1 | |
| 5.65 | 1 | |
| 5.51 | 1 | |
| 5.19 | 1 | |
| 5.04 | 1 | |
| 4.95 | 1 | |
| 4.72 | 1 | |
| 4.61 | 1 | |
| 4.6 | 1 | |
| 4.43 | 1 |
Ash
Real number (ℝ)
| Distinct | 79 |
|---|---|
| Distinct (%) | 44.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3665169 |
| Minimum | 1.36 |
|---|---|
| Maximum | 3.23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 1.36 |
|---|---|
| 5-th percentile | 1.92 |
| Q1 | 2.21 |
| median | 2.36 |
| Q3 | 2.5575 |
| 95-th percentile | 2.7415 |
| Maximum | 3.23 |
| Range | 1.87 |
| Interquartile range (IQR) | 0.3475 |
Descriptive statistics
| Standard deviation | 0.27434401 |
|---|---|
| Coefficient of variation (CV) | 0.11592734 |
| Kurtosis | 1.1439782 |
| Mean | 2.3665169 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -0.17669932 |
| Sum | 421.24 |
| Variance | 0.075264635 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.3 | 7 | 3.9% |
| 2.28 | 7 | 3.9% |
| 2.7 | 6 | 3.4% |
| 2.32 | 6 | 3.4% |
| 2.36 | 6 | 3.4% |
| 2.2 | 5 | 2.8% |
| 2.38 | 5 | 2.8% |
| 2.48 | 5 | 2.8% |
| 2.1 | 4 | 2.2% |
| 2.5 | 4 | 2.2% |
| Other values (69) | 123 |
| Value | Count | Frequency (%) |
| 1.36 | 1 | 0.6% |
| 1.7 | 2 | |
| 1.71 | 1 | 0.6% |
| 1.75 | 1 | 0.6% |
| 1.82 | 1 | 0.6% |
| 1.88 | 1 | 0.6% |
| 1.9 | 1 | 0.6% |
| 1.92 | 3 | |
| 1.94 | 1 | 0.6% |
| 1.95 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 3.23 | 1 | |
| 3.22 | 1 | |
| 2.92 | 1 | |
| 2.87 | 1 | |
| 2.86 | 1 | |
| 2.84 | 1 | |
| 2.8 | 1 | |
| 2.78 | 1 | |
| 2.75 | 1 | |
| 2.74 | 2 |
Ash_Alcanity
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | 35.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.494944 |
| Minimum | 10.6 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 10.6 |
|---|---|
| 5-th percentile | 14.77 |
| Q1 | 17.2 |
| median | 19.5 |
| Q3 | 21.5 |
| 95-th percentile | 25 |
| Maximum | 30 |
| Range | 19.4 |
| Interquartile range (IQR) | 4.3 |
Descriptive statistics
| Standard deviation | 3.3395638 |
|---|---|
| Coefficient of variation (CV) | 0.1713041 |
| Kurtosis | 0.48794154 |
| Mean | 19.494944 |
| Median Absolute Deviation (MAD) | 2.05 |
| Skewness | 0.21304689 |
| Sum | 3470.1 |
| Variance | 11.152686 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 15 | 8.4% |
| 16 | 11 | 6.2% |
| 21 | 11 | 6.2% |
| 18 | 10 | 5.6% |
| 19 | 9 | 5.1% |
| 21.5 | 8 | 4.5% |
| 18.5 | 7 | 3.9% |
| 19.5 | 7 | 3.9% |
| 22 | 7 | 3.9% |
| 22.5 | 7 | 3.9% |
| Other values (53) | 86 |
| Value | Count | Frequency (%) |
| 10.6 | 1 | |
| 11.2 | 1 | |
| 11.4 | 1 | |
| 12 | 1 | |
| 12.4 | 1 | |
| 13.2 | 1 | |
| 14 | 2 | |
| 14.6 | 1 | |
| 14.8 | 1 | |
| 15 | 2 |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.6% |
| 28.5 | 2 | 1.1% |
| 27 | 1 | 0.6% |
| 26.5 | 1 | 0.6% |
| 26 | 1 | 0.6% |
| 25.5 | 1 | 0.6% |
| 25 | 5 | |
| 24.5 | 3 | |
| 24 | 5 | |
| 23.6 | 1 | 0.6% |
Magnesium
Real number (ℝ)
HIGH CORRELATION
| Distinct | 53 |
|---|---|
| Distinct (%) | 29.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.741573 |
| Minimum | 70 |
|---|---|
| Maximum | 162 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 70 |
|---|---|
| 5-th percentile | 80.85 |
| Q1 | 88 |
| median | 98 |
| Q3 | 107 |
| 95-th percentile | 124.3 |
| Maximum | 162 |
| Range | 92 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 14.282484 |
|---|---|
| Coefficient of variation (CV) | 0.14319489 |
| Kurtosis | 2.1049913 |
| Mean | 99.741573 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.0981911 |
| Sum | 17754 |
| Variance | 203.98934 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 88 | 13 | 7.3% |
| 86 | 11 | 6.2% |
| 98 | 9 | 5.1% |
| 101 | 9 | 5.1% |
| 96 | 8 | 4.5% |
| 102 | 7 | 3.9% |
| 94 | 6 | 3.4% |
| 85 | 6 | 3.4% |
| 112 | 6 | 3.4% |
| 97 | 5 | 2.8% |
| Other values (43) | 98 |
| Value | Count | Frequency (%) |
| 70 | 1 | 0.6% |
| 78 | 3 | 1.7% |
| 80 | 5 | 2.8% |
| 81 | 1 | 0.6% |
| 82 | 1 | 0.6% |
| 84 | 3 | 1.7% |
| 85 | 6 | |
| 86 | 11 | |
| 87 | 3 | 1.7% |
| 88 | 13 |
| Value | Count | Frequency (%) |
| 162 | 1 | |
| 151 | 1 | |
| 139 | 1 | |
| 136 | 1 | |
| 134 | 1 | |
| 132 | 1 | |
| 128 | 1 | |
| 127 | 1 | |
| 126 | 1 | |
| 124 | 1 |
Total_Phenols
Real number (ℝ)
HIGH CORRELATION
| Distinct | 97 |
|---|---|
| Distinct (%) | 54.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2951124 |
| Minimum | 0.98 |
|---|---|
| Maximum | 3.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 0.98 |
|---|---|
| 5-th percentile | 1.38 |
| Q1 | 1.7425 |
| median | 2.355 |
| Q3 | 2.8 |
| 95-th percentile | 3.2745 |
| Maximum | 3.88 |
| Range | 2.9 |
| Interquartile range (IQR) | 1.0575 |
Descriptive statistics
| Standard deviation | 0.62585105 |
|---|---|
| Coefficient of variation (CV) | 0.27268863 |
| Kurtosis | -0.83562652 |
| Mean | 2.2951124 |
| Median Absolute Deviation (MAD) | 0.505 |
| Skewness | 0.086638586 |
| Sum | 408.53 |
| Variance | 0.39168954 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.2 | 8 | 4.5% |
| 2.8 | 6 | 3.4% |
| 3 | 6 | 3.4% |
| 2.6 | 6 | 3.4% |
| 2 | 5 | 2.8% |
| 2.95 | 5 | 2.8% |
| 1.65 | 4 | 2.2% |
| 2.45 | 4 | 2.2% |
| 2.85 | 4 | 2.2% |
| 1.38 | 4 | 2.2% |
| Other values (87) | 126 |
| Value | Count | Frequency (%) |
| 0.98 | 1 | 0.6% |
| 1.1 | 1 | 0.6% |
| 1.15 | 1 | 0.6% |
| 1.25 | 1 | 0.6% |
| 1.28 | 1 | 0.6% |
| 1.3 | 1 | 0.6% |
| 1.35 | 1 | 0.6% |
| 1.38 | 4 | |
| 1.39 | 2 | |
| 1.4 | 2 |
| Value | Count | Frequency (%) |
| 3.88 | 1 | 0.6% |
| 3.85 | 1 | 0.6% |
| 3.52 | 1 | 0.6% |
| 3.5 | 1 | 0.6% |
| 3.4 | 1 | 0.6% |
| 3.38 | 1 | 0.6% |
| 3.3 | 3 | |
| 3.27 | 1 | 0.6% |
| 3.25 | 2 | |
| 3.2 | 1 | 0.6% |
Flavanoids
Real number (ℝ)
HIGH CORRELATION
| Distinct | 132 |
|---|---|
| Distinct (%) | 74.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0292697 |
| Minimum | 0.34 |
|---|---|
| Maximum | 5.08 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 0.34 |
|---|---|
| 5-th percentile | 0.5455 |
| Q1 | 1.205 |
| median | 2.135 |
| Q3 | 2.875 |
| 95-th percentile | 3.4975 |
| Maximum | 5.08 |
| Range | 4.74 |
| Interquartile range (IQR) | 1.67 |
Descriptive statistics
| Standard deviation | 0.99885869 |
|---|---|
| Coefficient of variation (CV) | 0.4922257 |
| Kurtosis | -0.88038155 |
| Mean | 2.0292697 |
| Median Absolute Deviation (MAD) | 0.835 |
| Skewness | 0.025343553 |
| Sum | 361.21 |
| Variance | 0.99771867 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.65 | 4 | 2.2% |
| 2.03 | 3 | 1.7% |
| 2.68 | 3 | 1.7% |
| 0.6 | 3 | 1.7% |
| 1.25 | 3 | 1.7% |
| 0.58 | 3 | 1.7% |
| 2.53 | 2 | 1.1% |
| 0.47 | 2 | 1.1% |
| 0.66 | 2 | 1.1% |
| 2.92 | 2 | 1.1% |
| Other values (122) | 151 |
| Value | Count | Frequency (%) |
| 0.34 | 1 | |
| 0.47 | 2 | |
| 0.48 | 1 | |
| 0.49 | 1 | |
| 0.5 | 2 | |
| 0.51 | 1 | |
| 0.52 | 1 | |
| 0.55 | 1 | |
| 0.56 | 1 | |
| 0.57 | 1 |
| Value | Count | Frequency (%) |
| 5.08 | 1 | |
| 3.93 | 1 | |
| 3.75 | 1 | |
| 3.74 | 1 | |
| 3.69 | 1 | |
| 3.67 | 1 | |
| 3.64 | 1 | |
| 3.56 | 1 | |
| 3.54 | 1 | |
| 3.49 | 1 |
Nonflavanoid_Phenols
Real number (ℝ)
HIGH CORRELATION
| Distinct | 39 |
|---|---|
| Distinct (%) | 21.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36185393 |
| Minimum | 0.13 |
|---|---|
| Maximum | 0.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 0.13 |
|---|---|
| 5-th percentile | 0.19 |
| Q1 | 0.27 |
| median | 0.34 |
| Q3 | 0.4375 |
| 95-th percentile | 0.6 |
| Maximum | 0.66 |
| Range | 0.53 |
| Interquartile range (IQR) | 0.1675 |
Descriptive statistics
| Standard deviation | 0.12445334 |
|---|---|
| Coefficient of variation (CV) | 0.34393253 |
| Kurtosis | -0.63719106 |
| Mean | 0.36185393 |
| Median Absolute Deviation (MAD) | 0.085 |
| Skewness | 0.45015134 |
| Sum | 64.41 |
| Variance | 0.015488634 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 0.43 | 11 | 6.2% |
| 0.26 | 11 | 6.2% |
| 0.29 | 10 | 5.6% |
| 0.32 | 9 | 5.1% |
| 0.27 | 8 | 4.5% |
| 0.3 | 8 | 4.5% |
| 0.34 | 8 | 4.5% |
| 0.4 | 8 | 4.5% |
| 0.37 | 8 | 4.5% |
| 0.24 | 7 | 3.9% |
| Other values (29) | 90 |
| Value | Count | Frequency (%) |
| 0.13 | 1 | 0.6% |
| 0.14 | 2 | 1.1% |
| 0.17 | 5 | |
| 0.19 | 2 | 1.1% |
| 0.2 | 2 | 1.1% |
| 0.21 | 6 | |
| 0.22 | 6 | |
| 0.24 | 7 | |
| 0.25 | 2 | 1.1% |
| 0.26 | 11 |
| Value | Count | Frequency (%) |
| 0.66 | 1 | 0.6% |
| 0.63 | 4 | |
| 0.61 | 3 | |
| 0.6 | 3 | |
| 0.58 | 3 | |
| 0.56 | 1 | 0.6% |
| 0.55 | 1 | 0.6% |
| 0.53 | 7 | |
| 0.52 | 5 | |
| 0.5 | 5 |
Proanthocyanins
Real number (ℝ)
HIGH CORRELATION
| Distinct | 101 |
|---|---|
| Distinct (%) | 56.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5908989 |
| Minimum | 0.41 |
|---|---|
| Maximum | 3.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 0.41 |
|---|---|
| 5-th percentile | 0.73 |
| Q1 | 1.25 |
| median | 1.555 |
| Q3 | 1.95 |
| 95-th percentile | 2.709 |
| Maximum | 3.58 |
| Range | 3.17 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.57235886 |
|---|---|
| Coefficient of variation (CV) | 0.35977074 |
| Kurtosis | 0.55464852 |
| Mean | 1.5908989 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | 0.51713717 |
| Sum | 283.18 |
| Variance | 0.32759467 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.35 | 9 | 5.1% |
| 1.46 | 7 | 3.9% |
| 1.87 | 6 | 3.4% |
| 1.25 | 5 | 2.8% |
| 1.66 | 4 | 2.2% |
| 2.08 | 4 | 2.2% |
| 1.56 | 4 | 2.2% |
| 1.98 | 4 | 2.2% |
| 2.29 | 3 | 1.7% |
| 1.14 | 3 | 1.7% |
| Other values (91) | 129 |
| Value | Count | Frequency (%) |
| 0.41 | 1 | |
| 0.42 | 2 | |
| 0.55 | 1 | |
| 0.62 | 1 | |
| 0.64 | 2 | |
| 0.68 | 1 | |
| 0.73 | 2 | |
| 0.75 | 1 | |
| 0.8 | 2 | |
| 0.81 | 1 |
| Value | Count | Frequency (%) |
| 3.58 | 1 | 0.6% |
| 3.28 | 1 | 0.6% |
| 2.96 | 1 | 0.6% |
| 2.91 | 2 | |
| 2.81 | 3 | |
| 2.76 | 1 | 0.6% |
| 2.7 | 1 | 0.6% |
| 2.5 | 1 | 0.6% |
| 2.49 | 1 | 0.6% |
| 2.45 | 1 | 0.6% |
Color_Intensity
Real number (ℝ)
HIGH CORRELATION
| Distinct | 132 |
|---|---|
| Distinct (%) | 74.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0580899 |
| Minimum | 1.28 |
|---|---|
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 1.28 |
|---|---|
| 5-th percentile | 2.114 |
| Q1 | 3.22 |
| median | 4.69 |
| Q3 | 6.2 |
| 95-th percentile | 9.598 |
| Maximum | 13 |
| Range | 11.72 |
| Interquartile range (IQR) | 2.98 |
Descriptive statistics
| Standard deviation | 2.3182859 |
|---|---|
| Coefficient of variation (CV) | 0.45833228 |
| Kurtosis | 0.38152227 |
| Mean | 5.0580899 |
| Median Absolute Deviation (MAD) | 1.51 |
| Skewness | 0.86858479 |
| Sum | 900.34 |
| Variance | 5.3744494 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.6 | 4 | 2.2% |
| 4.6 | 4 | 2.2% |
| 3.8 | 4 | 2.2% |
| 3.4 | 3 | 1.7% |
| 5 | 3 | 1.7% |
| 4.5 | 3 | 1.7% |
| 5.4 | 3 | 1.7% |
| 5.6 | 3 | 1.7% |
| 3.05 | 3 | 1.7% |
| 5.7 | 3 | 1.7% |
| Other values (122) | 145 |
| Value | Count | Frequency (%) |
| 1.28 | 1 | |
| 1.74 | 1 | |
| 1.9 | 1 | |
| 1.95 | 2 | |
| 2 | 1 | |
| 2.06 | 2 | |
| 2.08 | 1 | |
| 2.12 | 1 | |
| 2.15 | 1 | |
| 2.2 | 1 |
| Value | Count | Frequency (%) |
| 13 | 1 | |
| 11.75 | 1 | |
| 10.8 | 1 | |
| 10.68 | 1 | |
| 10.52 | 1 | |
| 10.26 | 1 | |
| 10.2 | 1 | |
| 9.899999 | 1 | |
| 9.7 | 1 | |
| 9.58 | 1 |
Hue
Real number (ℝ)
HIGH CORRELATION
| Distinct | 78 |
|---|---|
| Distinct (%) | 43.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.95744944 |
| Minimum | 0.48 |
|---|---|
| Maximum | 1.71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 0.48 |
|---|---|
| 5-th percentile | 0.57 |
| Q1 | 0.7825 |
| median | 0.965 |
| Q3 | 1.12 |
| 95-th percentile | 1.2845 |
| Maximum | 1.71 |
| Range | 1.23 |
| Interquartile range (IQR) | 0.3375 |
Descriptive statistics
| Standard deviation | 0.22857157 |
|---|---|
| Coefficient of variation (CV) | 0.23872965 |
| Kurtosis | -0.34409574 |
| Mean | 0.95744944 |
| Median Absolute Deviation (MAD) | 0.165 |
| Skewness | 0.021091272 |
| Sum | 170.426 |
| Variance | 0.052244961 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.04 | 8 | 4.5% |
| 1.23 | 7 | 3.9% |
| 1.12 | 6 | 3.4% |
| 0.57 | 5 | 2.8% |
| 0.89 | 5 | 2.8% |
| 0.96 | 5 | 2.8% |
| 1.25 | 5 | 2.8% |
| 0.75 | 4 | 2.2% |
| 1.05 | 4 | 2.2% |
| 1.19 | 4 | 2.2% |
| Other values (68) | 125 |
| Value | Count | Frequency (%) |
| 0.48 | 1 | 0.6% |
| 0.54 | 1 | 0.6% |
| 0.55 | 1 | 0.6% |
| 0.56 | 2 | 1.1% |
| 0.57 | 5 | |
| 0.58 | 2 | 1.1% |
| 0.59 | 2 | 1.1% |
| 0.6 | 3 | |
| 0.61 | 2 | 1.1% |
| 0.62 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 1.71 | 1 | 0.6% |
| 1.45 | 1 | 0.6% |
| 1.42 | 1 | 0.6% |
| 1.38 | 1 | 0.6% |
| 1.36 | 2 | 1.1% |
| 1.33 | 1 | 0.6% |
| 1.31 | 2 | 1.1% |
| 1.28 | 2 | 1.1% |
| 1.27 | 1 | 0.6% |
| 1.25 | 5 |
OD280
Real number (ℝ)
HIGH CORRELATION
| Distinct | 122 |
|---|---|
| Distinct (%) | 68.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6116854 |
| Minimum | 1.27 |
|---|---|
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 1.27 |
|---|---|
| 5-th percentile | 1.4625 |
| Q1 | 1.9375 |
| median | 2.78 |
| Q3 | 3.17 |
| 95-th percentile | 3.58 |
| Maximum | 4 |
| Range | 2.73 |
| Interquartile range (IQR) | 1.2325 |
Descriptive statistics
| Standard deviation | 0.70999043 |
|---|---|
| Coefficient of variation (CV) | 0.27185144 |
| Kurtosis | -1.0864345 |
| Mean | 2.6116854 |
| Median Absolute Deviation (MAD) | 0.52 |
| Skewness | -0.3072855 |
| Sum | 464.88 |
| Variance | 0.50408641 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.87 | 5 | 2.8% |
| 1.82 | 4 | 2.2% |
| 3 | 4 | 2.2% |
| 2.78 | 4 | 2.2% |
| 1.56 | 3 | 1.7% |
| 1.75 | 3 | 1.7% |
| 2.77 | 3 | 1.7% |
| 2.31 | 3 | 1.7% |
| 1.33 | 3 | 1.7% |
| 3.33 | 3 | 1.7% |
| Other values (112) | 143 |
| Value | Count | Frequency (%) |
| 1.27 | 1 | 0.6% |
| 1.29 | 2 | |
| 1.3 | 1 | 0.6% |
| 1.33 | 3 | |
| 1.36 | 1 | 0.6% |
| 1.42 | 1 | 0.6% |
| 1.47 | 1 | 0.6% |
| 1.48 | 1 | 0.6% |
| 1.51 | 2 | |
| 1.55 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 3.92 | 1 | |
| 3.82 | 1 | |
| 3.71 | 1 | |
| 3.69 | 1 | |
| 3.64 | 1 | |
| 3.63 | 1 | |
| 3.59 | 1 | |
| 3.58 | 2 | |
| 3.57 | 1 |
Proline
Real number (ℝ)
HIGH CORRELATION
| Distinct | 121 |
|---|---|
| Distinct (%) | 68.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 746.89326 |
| Minimum | 278 |
|---|---|
| Maximum | 1680 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 278 |
|---|---|
| 5-th percentile | 354.55 |
| Q1 | 500.5 |
| median | 673.5 |
| Q3 | 985 |
| 95-th percentile | 1297.25 |
| Maximum | 1680 |
| Range | 1402 |
| Interquartile range (IQR) | 484.5 |
Descriptive statistics
| Standard deviation | 314.90747 |
|---|---|
| Coefficient of variation (CV) | 0.42162313 |
| Kurtosis | -0.24840311 |
| Mean | 746.89326 |
| Median Absolute Deviation (MAD) | 202.5 |
| Skewness | 0.76782178 |
| Sum | 132947 |
| Variance | 99166.717 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 680 | 5 | 2.8% |
| 520 | 5 | 2.8% |
| 625 | 4 | 2.2% |
| 750 | 4 | 2.2% |
| 630 | 4 | 2.2% |
| 1035 | 3 | 1.7% |
| 562 | 3 | 1.7% |
| 495 | 3 | 1.7% |
| 660 | 3 | 1.7% |
| 510 | 3 | 1.7% |
| Other values (111) | 141 |
| Value | Count | Frequency (%) |
| 278 | 1 | |
| 290 | 1 | |
| 312 | 1 | |
| 315 | 1 | |
| 325 | 1 | |
| 342 | 1 | |
| 345 | 2 | |
| 352 | 1 | |
| 355 | 1 | |
| 365 | 1 |
| Value | Count | Frequency (%) |
| 1680 | 1 | |
| 1547 | 1 | |
| 1515 | 1 | |
| 1510 | 1 | |
| 1480 | 1 | |
| 1450 | 1 | |
| 1375 | 1 | |
| 1320 | 1 | |
| 1310 | 1 | |
| 1295 | 1 |
| Alcohol | Ash | Ash_Alcanity | Color_Intensity | Flavanoids | Hue | Magnesium | Malic_Acid | Nonflavanoid_Phenols | OD280 | Proanthocyanins | Proline | Total_Phenols | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alcohol | 1.000 | 0.244 | -0.307 | 0.635 | 0.295 | -0.024 | 0.366 | 0.140 | -0.162 | 0.103 | 0.193 | 0.634 | 0.311 |
| Ash | 0.244 | 1.000 | 0.366 | 0.283 | 0.079 | -0.050 | 0.361 | 0.231 | 0.146 | -0.007 | 0.024 | 0.253 | 0.132 |
| Ash_Alcanity | -0.307 | 0.366 | 1.000 | -0.074 | -0.444 | -0.353 | -0.170 | 0.304 | 0.389 | -0.326 | -0.254 | -0.456 | -0.377 |
| Color_Intensity | 0.635 | 0.283 | -0.074 | 1.000 | -0.043 | -0.419 | 0.357 | 0.290 | 0.060 | -0.318 | -0.031 | 0.457 | 0.011 |
| Flavanoids | 0.295 | 0.079 | -0.444 | -0.043 | 1.000 | 0.535 | 0.233 | -0.325 | -0.544 | 0.742 | 0.730 | 0.430 | 0.879 |
| Hue | -0.024 | -0.050 | -0.353 | -0.419 | 0.535 | 1.000 | 0.036 | -0.560 | -0.268 | 0.485 | 0.343 | 0.208 | 0.439 |
| Magnesium | 0.366 | 0.361 | -0.170 | 0.357 | 0.233 | 0.036 | 1.000 | 0.080 | -0.237 | 0.057 | 0.174 | 0.508 | 0.246 |
| Malic_Acid | 0.140 | 0.231 | 0.304 | 0.290 | -0.325 | -0.560 | 0.080 | 1.000 | 0.255 | -0.255 | -0.245 | -0.057 | -0.280 |
| Nonflavanoid_Phenols | -0.162 | 0.146 | 0.389 | 0.060 | -0.544 | -0.268 | -0.237 | 0.255 | 1.000 | -0.495 | -0.385 | -0.270 | -0.448 |
| OD280 | 0.103 | -0.007 | -0.326 | -0.318 | 0.742 | 0.485 | 0.057 | -0.255 | -0.495 | 1.000 | 0.554 | 0.253 | 0.687 |
| Proanthocyanins | 0.193 | 0.024 | -0.254 | -0.031 | 0.730 | 0.343 | 0.174 | -0.245 | -0.385 | 0.554 | 1.000 | 0.308 | 0.667 |
| Proline | 0.634 | 0.253 | -0.456 | 0.457 | 0.430 | 0.208 | 0.508 | -0.057 | -0.270 | 0.253 | 0.308 | 1.000 | 0.419 |
| Total_Phenols | 0.311 | 0.132 | -0.377 | 0.011 | 0.879 | 0.439 | 0.246 | -0.280 | -0.448 | 0.687 | 0.667 | 0.419 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Alcohol | Malic_Acid | Ash | Ash_Alcanity | Magnesium | Total_Phenols | Flavanoids | Nonflavanoid_Phenols | Proanthocyanins | Color_Intensity | Hue | OD280 | Proline | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 14.23 | 1.71 | 2.43 | 15.6 | 127 | 2.80 | 3.06 | 0.28 | 2.29 | 5.64 | 1.04 | 3.92 | 1065 |
| 1 | 13.20 | 1.78 | 2.14 | 11.2 | 100 | 2.65 | 2.76 | 0.26 | 1.28 | 4.38 | 1.05 | 3.40 | 1050 |
| 2 | 13.16 | 2.36 | 2.67 | 18.6 | 101 | 2.80 | 3.24 | 0.30 | 2.81 | 5.68 | 1.03 | 3.17 | 1185 |
| 3 | 14.37 | 1.95 | 2.50 | 16.8 | 113 | 3.85 | 3.49 | 0.24 | 2.18 | 7.80 | 0.86 | 3.45 | 1480 |
| 4 | 13.24 | 2.59 | 2.87 | 21.0 | 118 | 2.80 | 2.69 | 0.39 | 1.82 | 4.32 | 1.04 | 2.93 | 735 |
| 5 | 14.20 | 1.76 | 2.45 | 15.2 | 112 | 3.27 | 3.39 | 0.34 | 1.97 | 6.75 | 1.05 | 2.85 | 1450 |
| 6 | 14.39 | 1.87 | 2.45 | 14.6 | 96 | 2.50 | 2.52 | 0.30 | 1.98 | 5.25 | 1.02 | 3.58 | 1290 |
| 7 | 14.06 | 2.15 | 2.61 | 17.6 | 121 | 2.60 | 2.51 | 0.31 | 1.25 | 5.05 | 1.06 | 3.58 | 1295 |
| 8 | 14.83 | 1.64 | 2.17 | 14.0 | 97 | 2.80 | 2.98 | 0.29 | 1.98 | 5.20 | 1.08 | 2.85 | 1045 |
| 9 | 13.86 | 1.35 | 2.27 | 16.0 | 98 | 2.98 | 3.15 | 0.22 | 1.85 | 7.22 | 1.01 | 3.55 | 1045 |
| Alcohol | Malic_Acid | Ash | Ash_Alcanity | Magnesium | Total_Phenols | Flavanoids | Nonflavanoid_Phenols | Proanthocyanins | Color_Intensity | Hue | OD280 | Proline | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 13.58 | 2.58 | 2.69 | 24.5 | 105 | 1.55 | 0.84 | 0.39 | 1.54 | 8.660000 | 0.74 | 1.80 | 750 |
| 169 | 13.40 | 4.60 | 2.86 | 25.0 | 112 | 1.98 | 0.96 | 0.27 | 1.11 | 8.500000 | 0.67 | 1.92 | 630 |
| 170 | 12.20 | 3.03 | 2.32 | 19.0 | 96 | 1.25 | 0.49 | 0.40 | 0.73 | 5.500000 | 0.66 | 1.83 | 510 |
| 171 | 12.77 | 2.39 | 2.28 | 19.5 | 86 | 1.39 | 0.51 | 0.48 | 0.64 | 9.899999 | 0.57 | 1.63 | 470 |
| 172 | 14.16 | 2.51 | 2.48 | 20.0 | 91 | 1.68 | 0.70 | 0.44 | 1.24 | 9.700000 | 0.62 | 1.71 | 660 |
| 173 | 13.71 | 5.65 | 2.45 | 20.5 | 95 | 1.68 | 0.61 | 0.52 | 1.06 | 7.700000 | 0.64 | 1.74 | 740 |
| 174 | 13.40 | 3.91 | 2.48 | 23.0 | 102 | 1.80 | 0.75 | 0.43 | 1.41 | 7.300000 | 0.70 | 1.56 | 750 |
| 175 | 13.27 | 4.28 | 2.26 | 20.0 | 120 | 1.59 | 0.69 | 0.43 | 1.35 | 10.200000 | 0.59 | 1.56 | 835 |
| 176 | 13.17 | 2.59 | 2.37 | 20.0 | 120 | 1.65 | 0.68 | 0.53 | 1.46 | 9.300000 | 0.60 | 1.62 | 840 |
| 177 | 14.13 | 4.10 | 2.74 | 24.5 | 96 | 2.05 | 0.76 | 0.56 | 1.35 | 9.200000 | 0.61 | 1.60 | 560 |